adaptive algorithms in finite forms

adaptive algorithms in finite forms

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时间:2019-03-06

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1、AdaptiveAlgorithmsinFiniteFormIvanTyukin∗DanilProkhorov†andCeesvanLeeuwen∗AbstractWeproposeanewmethodforthedesignofadaptationalgorithmsthatguaranteesacertainprescribedlevelofperformanceandapplicabletosystemswithnonconvexparameterization.Themainideabehindthemet

2、hodistwo-fold.First,weaugmentthetuningerrorfunctionanddesigntheadaptationschemeintheformofordinarydifferentialequations.Theresultingaugmentationisallowedtodependonstatederivatives.Second,wefindasuitablerealizationofthedesignedadaptationschemeinanalgebraic-integr

3、alform.Duetotheirexplicitdependenceonthestateoftheoriginalsystem,suchadaptationschemesarereferredtoasadaptivealgorithmsinfiniteform,incontrastto(conventional)algorithmsindifferentialform.Sufficientconditionsfortheexistenceoffiniteformrealizationsareproposed.Itissho

4、wnthatourmethodtodesignalgorithmsinfiniteformisapplicabletoabroadclassofnonlinearsystemsincludingsystemswithnonconvexparameterizationandlow-triangularsystems.Keywords:adaptivesystems,performance,nonlinearparameterization,finiteformalgorithms1IntroductionSignifica

5、ntprogressinadaptivecontroltheoryhasbeenmadeintheareasoflinearandnonlinearsystems[3,13,20,26],plantswithrelativedegreegreaterthanone[10,19,18],andsystemswithnonconvexparameterization[17,15].However,thereisstillroomforfurtherdevelopments,asthereareimportantunre

6、solvedproblemsregardingtheissueofperformance,especiallyinthepresenceofnonconvexparameterization.Asexpressedbyasymptoticstabilityofadaptivesystems[26],robustness,andgoodtransientbehavior[14],suitableperformancecanbeprovenundertherequirementofpersistentexcitatio

7、n.Asitisgenerallyobservedinpractice,insufficientexcitationresultsinabsenceofasymptoticstabilityand,asitsconsequence,inpoorpa-rameterconvergence,sensitivitytosmalldisturbancesandpoortransientperformance.Asuitableperformancecriterionisneededtoassuretheefficiencyandq

8、ualityofthesystem.Assubstitutesforperformancecriteria,arXiv:math/0309254v2[math.OC]5Nov2003mostoftheavailableresultsindirectadaptivecontrolwithoutrestrictivepersistentexcitationreq

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